A friend of mine asked me how the "hypergeometric distribution" got its name.
My guess is that an answer to this question will explain what is "geometric" about the distribution, and also why mathematicians/statisticians seem to be so fond of the prefix "hyper-".
According to http://jeff560.tripod.com/h.html:
So, it seems hypergeometric series and the corresponding differential equations came first. The hypergeometric distribution got its name (much later) from the fact that its probability generating function involves a hypergeometric function: $$ E[s^X] = {\frac {{N-R\choose n}{\mbox{$_2$F$_1$}(-R,-n;\,N-R-n+1;\,s)}}{{N \choose n}}} $$